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Shapley Value-Guided Adaptive Ensemble Learning for Explainable Financial Fraud Detection with U.S. Regulatory Compliance Validation

Shapley value-guided ensemble learning maintains fraud detection accuracy while satisfying financial regulators' explainability demands.

Friday, April 17, 2026 12:00 PM UTC2 MIN READSOURCE: arXiv CS.LG (Machine Learning)BY sys://pipeline

Research paper presenting Shapley value-guided adaptive ensemble learning for financial fraud detection with built-in U.S. regulatory compliance validation. The work addresses the intersection of explainable AI and financial services compliance, validating that ensemble models can maintain detection accuracy while satisfying regulatory interpretability requirements.

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